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Wireless Holter Monitor Cardiac Patients Dataset

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ieee-dataport.org2025-03-22 收录
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https://ieee-dataport.org/documents/wireless-holter-monitor-cardiac-patients-dataset
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The dataset encompasses an extensive collection of patient information, delving into their comprehensive medical background, encompassing a myriad of features that encapsulate not only the physical but also the mental and emotional states. Furthermore, the dataset is enriched with invaluable ECG data derived from the patients. Moreover, our dataset boasts additional features meticulously extracted from the ECG records, thereby enhancing the potential for our machine learning model to undergo more effective training with our rich and diverse data. It is noteworthy that the initial column in the dataset serves a binary function, distinctly indicating whether the patient has been diagnosed with cardiac diseases or not. This crucial attribute not only serves as a fundamental element of our dataset structure but also plays a pivotal role in guiding the predictive capabilities of the machine learning model.

本数据集囊括了广泛的病人信息,深入探讨其全面的医疗背景,涵盖了一系列特征,这些特征不仅涵盖了病人的生理状态,亦包括了心理与情感状态。此外,数据集还包含了从患者那里获取的宝贵的心电图(ECG)数据。更有甚者,我们的数据集还包含从心电图记录中精心提取的额外特征,从而增强了我们的机器学习模型在丰富多元的数据支持下进行更有效训练的潜力。值得注意的是,数据集的第一列具有二进制功能,明确指示患者是否被诊断为心脏病,这一关键属性不仅是数据集结构的基本要素,也在引导机器学习模型的预测能力方面发挥着至关重要的作用。
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